{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HeB3TlvkmFoK"
      },
      "source": [
        "# Ethereum Crypto Trend Analysis with OpenBB\n",
        "\n",
        "\n",
        "## Description\n",
        "This notebook showcases the application of technical analysis techniques to explore Ethereum price trends and volatility.\n",
        "It utilizes OpenBB's historical data to calculate and visualize moving averages, analyze trading volume, and assess price volatility.\n",
        "The notebook demonstrates how these tools can be employed to gain insights into market dynamics and potentially inform investment decisions.\n",
        "\n",
        "#### Author\n",
        "[MacBobby Chibuzor](https://github.com/theghostmac)\n",
        "\n",
        "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1KwDtij9ln1UjdJOYKOGltUkaPctrqWGz?authuser=0#scrollTo=HeB3TlvkmFoK)\n",
        "\n",
        "The dependencies for running this includes openbb, pandas, and matplotlib.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "yHKLjDTDmduo",
        "outputId": "1fa908b5-ff79-4f1a-db42-f586e217f4c0"
      },
      "outputs": [],
      "source": [
        "!pip install openbb -q"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "collapsed": true,
        "id": "s355_BwumQcv",
        "outputId": "dc606514-4f19-40fb-c76d-384eb9d007f6"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Quantitative Analysis:\n",
            "Current Price: $3813.20\n",
            "Price Change (Start to End): 65.52%\n",
            "Highest Price: $4092.28\n",
            "Lowest Price: $2243.57\n",
            "Average Daily Return: 0.48%\n",
            "Average Daily Volume: 17127538949\n",
            "Current Volatility: 65.97%\n",
            "\n",
            "Trading Signals based on MA Crossover:\n",
            "Empty DataFrame\n",
            "Columns: [close, MA50, MA200]\n",
            "Index: []\n",
            "Empty DataFrame\n",
            "Columns: [close, MA50, MA200]\n",
            "Index: []\n",
            "\n",
            "RSI Analysis:\n",
            "Current RSI: 76.82\n",
            "Overbought periods (RSI > 70):\n",
            "                  close        RSI\n",
            "date                              \n",
            "2024-02-14  2777.902344  93.050995\n",
            "2024-02-15  2824.378906  93.591907\n",
            "2024-02-16  2803.691406  90.392200\n",
            "2024-02-17  2786.672607  89.658763\n",
            "2024-02-18  2878.998047  91.840526\n",
            "2024-02-19  2943.574707  92.433809\n",
            "2024-02-20  3013.503662  92.399952\n",
            "2024-02-21  2970.355469  86.545067\n",
            "2024-02-22  2971.007324  87.002967\n",
            "2024-02-23  2921.658203  79.882704\n",
            "2024-02-24  2992.385986  81.346773\n",
            "2024-02-25  3112.697266  83.715729\n",
            "2024-02-26  3178.993652  82.028537\n",
            "2024-02-27  3244.519287  84.908150\n",
            "2024-02-28  3385.703857  85.003190\n",
            "2024-02-29  3341.919678  79.897804\n",
            "2024-03-01  3435.053955  83.656043\n",
            "2024-03-02  3422.049805  84.015645\n",
            "2024-03-03  3490.993652  83.605197\n",
            "2024-03-04  3630.433838  84.850717\n",
            "2024-03-05  3554.964600  77.319725\n",
            "2024-03-06  3819.226318  85.016991\n",
            "2024-03-07  3874.347656  85.661351\n",
            "2024-03-08  3892.061035  89.290174\n",
            "2024-03-09  3915.418945  88.862972\n",
            "2024-03-10  3881.193115  84.885243\n",
            "2024-03-11  4066.445068  86.358496\n",
            "2024-03-12  3980.273193  79.642051\n",
            "2024-03-13  4006.457031  77.562968\n",
            "2024-03-14  3883.140381  72.446185\n",
            "2024-05-20  3663.855469  70.668716\n",
            "2024-05-21  3789.312744  75.688726\n",
            "2024-05-22  3737.217773  74.747935\n",
            "2024-05-23  3776.927246  74.371588\n",
            "2024-05-24  3726.934570  78.298651\n",
            "2024-05-25  3749.236572  78.602342\n",
            "2024-05-26  3825.897461  79.438695\n",
            "2024-05-27  3892.006836  80.034217\n",
            "2024-05-28  3840.256348  80.882121\n",
            "2024-05-29  3763.196533  74.631631\n",
            "2024-05-30  3746.849609  78.665151\n",
            "2024-05-31  3760.026611  76.370303\n",
            "2024-06-01  3813.198975  76.817247\n",
            "\n",
            "Oversold periods (RSI < 30):\n",
            "                  close        RSI\n",
            "date                              \n",
            "2024-05-11  2911.602051  29.361025\n",
            "2024-05-12  2928.701904  29.912631\n",
            "\n",
            "Ethereum price and volume analysis completed!\n"
          ]
        }
      ],
      "source": [
        "from openbb import obb\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# Download historical Ethereum (ETH) to USD price data\n",
        "eth_data = obb.crypto.price.historical(symbol='ETH-USD', interval='1d', start_date='2024-02-01', end_date='2024-06-01')\n",
        "\n",
        "# Convert to DataFrame\n",
        "df = eth_data.to_df()\n",
        "\n",
        "# Calculate moving averages\n",
        "df['MA50'] = df['close'].rolling(window=50).mean()\n",
        "df['MA200'] = df['close'].rolling(window=200).mean()\n",
        "\n",
        "# Calculate daily returns and volatility\n",
        "df['Daily_Return'] = df['close'].pct_change()\n",
        "df['Volatility'] = df['Daily_Return'].rolling(window=30).std() * np.sqrt(252)\n",
        "\n",
        "# Visualize the Ethereum price trend with moving averages\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(df.index, df['close'], label='Price')\n",
        "plt.plot(df.index, df['MA50'], label='50-day MA')\n",
        "plt.plot(df.index, df['MA200'], label='200-day MA')\n",
        "plt.title('Ethereum Price with Moving Averages (Feb 1 - Jun 1, 2024)')\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Price (USD)')\n",
        "plt.legend()\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Analyze daily trading volume for Ethereum\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.bar(df.index, df['volume'])\n",
        "plt.title('Ethereum Trading Volume (Feb 1 - Jun 1, 2024)')\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Volume')\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Plot the 30-day rolling volatility of Ethereum prices\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(df.index[30:], df['Volatility'].iloc[30:])\n",
        "plt.title('Ethereum 30-Day Rolling Volatility (Mar 2 - Jun 1, 2024)')\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Volatility')\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Additional quantitative analysis\n",
        "print(\"\\nQuantitative Analysis:\")\n",
        "print(f\"Current Price: ${df['close'].iloc[-1]:.2f}\")\n",
        "print(f\"Price Change (Start to End): {((df['close'].iloc[-1] / df['close'].iloc[0]) - 1) * 100:.2f}%\")\n",
        "print(f\"Highest Price: ${df['high'].max():.2f}\")\n",
        "print(f\"Lowest Price: ${df['low'].min():.2f}\")\n",
        "print(f\"Average Daily Return: {df['Daily_Return'].mean() * 100:.2f}%\")\n",
        "print(f\"Average Daily Volume: {df['volume'].mean():.0f}\")\n",
        "print(f\"Current Volatility: {df['Volatility'].iloc[-1] * 100:.2f}%\")\n",
        "\n",
        "# Identify potential buy/sell signals based on moving average crossovers\n",
        "df['Signal'] = np.where(df['MA50'] > df['MA200'], 1, 0)\n",
        "df['Position'] = df['Signal'].diff()\n",
        "\n",
        "print(\"\\nTrading Signals based on MA Crossover:\")\n",
        "print(df[df['Position'] == 1][['close', 'MA50', 'MA200']].to_string())  # Buy signals\n",
        "print(df[df['Position'] == -1][['close', 'MA50', 'MA200']].to_string())  # Sell signals\n",
        "\n",
        "# Calculate Relative Strength Index (RSI)\n",
        "def calculate_rsi(data, window=14):\n",
        "    delta = data.diff()\n",
        "    gain = (delta.where(delta > 0, 0)).rolling(window=window).mean()\n",
        "    loss = (-delta.where(delta < 0, 0)).rolling(window=window).mean()\n",
        "    rs = gain / loss\n",
        "    return 100 - (100 / (1 + rs))\n",
        "\n",
        "df['RSI'] = calculate_rsi(df['close'])\n",
        "\n",
        "print(\"\\nRSI Analysis:\")\n",
        "print(f\"Current RSI: {df['RSI'].iloc[-1]:.2f}\")\n",
        "print(\"Overbought periods (RSI > 70):\")\n",
        "print(df[df['RSI'] > 70][['close', 'RSI']].to_string())\n",
        "print(\"\\nOversold periods (RSI < 30):\")\n",
        "print(df[df['RSI'] < 30][['close', 'RSI']].to_string())\n",
        "\n",
        "print(\"\\nEthereum price and volume analysis completed!\")"
      ]
    }
  ],
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    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
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      "name": "python"
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  "nbformat_minor": 0
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